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171 lines
5.3 KiB
Python
171 lines
5.3 KiB
Python
from copy import deepcopy
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from typing import Any, Iterator, Optional
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class Convo:
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"""
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A conversation between a user and a Large Language Model (LLM) assistant.
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Holds messages and an optional metadata log (list of dicts with
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prompt information).
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"""
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ROLES = ["system", "user", "assistant", "function"]
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messages: list[dict[str, str]]
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prompt_log: list[dict[str, Any]]
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def __init__(self, content: Optional[str] = None):
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"""
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Initialize a new conversation.
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:param content: Initial system message (optional).
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"""
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self.messages = []
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self.prompt_log = []
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if content is not None:
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self.system(content)
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@staticmethod
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def _dedent(text: str) -> str:
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"""
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Remove common leading whitespace from every line of text.
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:param text: Text to dedent.
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:return: Dedented text.
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"""
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indent = len(text)
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lines = text.splitlines()
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for line in lines:
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if line.strip():
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indent = min(indent, len(line) - len(line.lstrip()))
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dedented_lines = [line[indent:].rstrip() for line in lines]
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return "\n".join(line for line in dedented_lines)
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def add(self, role: str, content: str, name: Optional[str] = None) -> "Convo":
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"""
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Add a message to the conversation.
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In most cases, you should use the convenience methods instead.
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:param role: Role of the message (system, user, assistant, function).
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:param content: Content of the message.
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:param name: Name of the message sender (optional).
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:return: The conv object.
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"""
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if role not in self.ROLES:
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raise ValueError(f"Unknown role: {role}")
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if not content:
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raise ValueError("Empty message content")
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if not isinstance(content, str) and not isinstance(content, dict):
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raise TypeError(f"Invalid message content: {type(content).__name__}")
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message = {
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"role": role,
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"content": self._dedent(content) if isinstance(content, str) else content,
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}
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if name is not None:
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message["name"] = name
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self.messages.append(message)
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return self
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def system(self, content: str, name: Optional[str] = None) -> "Convo":
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"""
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Add a system message to the conversation.
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System messages can use `name` for showing example conversations
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between an example user and an example assistant.
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:param content: Content of the message.
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:param name: Name of the message sender (optional).
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:return: The convo object.
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"""
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return self.add("system", content, name)
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def user(self, content: str, name: Optional[str] = None) -> "Convo":
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"""
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Add a user message to the conversation.
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:param content: Content of the message.
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:param name: User name (optional).
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:return: The convo object.
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"""
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return self.add("user", content, name)
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def assistant(self, content: str, name: Optional[str] = None) -> "Convo":
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"""
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Add an assistant message to the conversation.
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:param content: Content of the message.
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:param name: Assistant name (optional).
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:return: The convo object.
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"""
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return self.add("assistant", content, name)
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def function(self, content: str, name: Optional[str] = None) -> "Convo":
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"""
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Add a function (tool) response to the conversation.
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:param content: Content of the message.
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:param name: Function/tool name (optional).
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:return: The convo object.
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"""
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return self.add("function", content, name)
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def fork(self) -> "Convo":
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"""
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Create an identical copy of the conversation.
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This performs a deep copy of all the message
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contents, so you can safely modify both the
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parent and the child conversation.
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:return: A copy of the conversation.
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"""
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child = Convo()
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child.messages = deepcopy(self.messages)
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child.prompt_log = deepcopy(self.prompt_log)
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return child
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def after(self, parent: "Convo") -> "Convo":
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"""
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Create a chat with only messages after the last common
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message (that appears in both parent conversation and
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this one).
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:param parent: Parent conversation.
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:return: A new conversation with only new messages.
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"""
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index = 0
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while index < min(len(self.messages), len(parent.messages)) and self.messages[index] == parent.messages[index]:
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index += 1
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child = Convo()
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child.messages = [deepcopy(msg) for msg in self.messages[index:]]
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return child
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def last(self) -> Optional[dict[str, str]]:
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"""
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Get the last message in the conversation.
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:return: The last message, or None if the conversation is empty.
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"""
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return self.messages[-1] if self.messages else None
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def __iter__(self) -> Iterator[dict[str, str]]:
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"""
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Iterate over the messages in the conversation.
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:return: An iterator over the messages.
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"""
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return iter(self.messages)
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def __repr__(self) -> str:
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return f"<Convo({self.messages})>"
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__all__ = ["Convo"]
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